



'''simple docstring'''


import os
import random
import sys

from . import cryptomath_module as cryptomath
from . import rabin_miller

lowercase_   :					Optional[int]        =     3







def   SCREAMING_SNAKE_CASE					(					lowercase_     :   int    ):
						print("""Generating primitive root of p"""    )
						while True:
												lowercase   =				random.randrange(3			,	a__    )
												if pow(a__			,	2			,	a__    ) == 1:
																		continue
												if pow(a__			,	a__			,	a__    ) == 1:
																		continue
												return g







def   SCREAMING_SNAKE_CASE					(					lowercase_     :   Any    ):
						print("""Generating prime p..."""    )
						lowercase   =				rabin_miller.generate_large_prime(a__    )  # select large prime number.
						lowercase   =				primitive_root(a__    )  # one primitive root on modulo p.
						lowercase   =				random.randrange(3			,	a__    )  # private_key -> have to be greater than 2 for safety.
						lowercase   =				cryptomath.find_mod_inverse(pow(a__			,	a__			,	a__    )			,	a__    )

						lowercase   =				(key_size, e_a, e_a, p)
						lowercase   =				(key_size, d)

						return public_key, private_key







def   SCREAMING_SNAKE_CASE					(					lowercase_     :   Any			,	lowercase_     :   List[Any]    ):






						if os.path.exists(F"""{name}_pubkey.txt"""    ) or os.path.exists(F"""{name}_privkey.txt"""    ):
												print("""\nWARNING:"""    )
												print(
												    F"""\"{name}_pubkey.txt\" or \"{name}_privkey.txt\" already exists. \n"""
												    """Use a different name or delete these files and re-run this program."""    )
												sys.exit()

						lowercase   =				generate_key(a__    )
						print(F"""\nWriting public key to file {name}_pubkey.txt..."""    )
						with open(F"""{name}_pubkey.txt"""			,	"""w"""    ) as fo:
												fo.write(F"""{public_key[0]},{public_key[1]},{public_key[2]},{public_key[3]}"""    )

						print(F"""Writing private key to file {name}_privkey.txt..."""    )
						with open(F"""{name}_privkey.txt"""			,	"""w"""    ) as fo:
												fo.write(F"""{private_key[0]},{private_key[1]}"""    )







def   SCREAMING_SNAKE_CASE					(					):
						print("""Making key files..."""    )
						make_key_files("""elgamal"""			,	2048    )
						print("""Key files generation successful"""    )


if __name__ == "__main__":
						main()










"""simple docstring"""


import darl  # noqa
import gym
import tqdm
from diffusers.experimental import ValueGuidedRLPipeline


__SCREAMING_SNAKE_CASE   =   {
    'n_samples': 64,
    'horizon': 32,
    'num_inference_steps': 20,
    'n_guide_steps': 2,  # can set to 0 for faster sampling, does not use value network
    'scale_grad_by_std': True,
    'scale': 0.1,
    'eta': 0.0,
    't_grad_cutoff': 2,
    'device': 'cpu',
}


if __name__ == "__main__":
		__SCREAMING_SNAKE_CASE   =   'hopper-medium-v2'
		__SCREAMING_SNAKE_CASE   =   gym.make(env_name)

		__SCREAMING_SNAKE_CASE   =   ValueGuidedRLPipeline.from_pretrained(
		    'bglick13/hopper-medium-v2-value-function-hor32',
		    env=env,
		)

		env.seed(0)
		__SCREAMING_SNAKE_CASE   =   env.reset()
		__SCREAMING_SNAKE_CASE   =   0
		__SCREAMING_SNAKE_CASE   =   0
		__SCREAMING_SNAKE_CASE   =   10_00
		__SCREAMING_SNAKE_CASE   =   [obs.copy()]
		try:
				for t in tqdm.tqdm(range(T)):
						# call the policy
						__SCREAMING_SNAKE_CASE   =   pipeline(obs, planning_horizon=32)

						# execute action in environment
						__SCREAMING_SNAKE_CASE,						__SCREAMING_SNAKE_CASE,						__SCREAMING_SNAKE_CASE,						__SCREAMING_SNAKE_CASE   =   env.step(denorm_actions)
						__SCREAMING_SNAKE_CASE   =   env.get_normalized_score(total_reward)

						# update return
						total_reward += reward
						total_score += score
						print(
						    F"""Step: {t}, Reward: {reward}, Total Reward: {total_reward}, Score: {score}, Total Score:"""
						    F""" {total_score}"""
						)

						# save observations for rendering
						rollout.append(next_observation.copy())

						__SCREAMING_SNAKE_CASE   =   next_observation
		except KeyboardInterrupt:
				pass

		print(F"""Total reward: {total_reward}""")